Dataset statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Number of variables | 8 | 8 |
| Number of observations | 5625 | 5625 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 357.2 KiB | 486.2 KiB |
| Average record size in memory | 65.0 B | 88.5 B |
Variable types
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Numeric | 7 | 7 |
| Categorical | 1 | 1 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
churn is highly overall correlated with customer_service_calls | churn is highly overall correlated with customer_service_calls | High Correlation |
customer_service_calls is highly overall correlated with churn | customer_service_calls is highly overall correlated with churn | High Correlation |
churn is highly imbalanced (57.3%) | churn is highly imbalanced (57.3%) | Imbalance |
customer_happiness has unique values | Alert not present in this dataset | Unique |
n_sms has 401 (7.1%) zeros | n_sms has 405 (7.2%) zeros | Zeros |
customer_service_calls has 2813 (50.0%) zeros | customer_service_calls has 2985 (53.1%) zeros | Zeros |
| Alert not present in this dataset | total_eve_minutes has 128 (2.3%) zeros | Zeros |
| Alert not present in this dataset | total_eve_calls has 114 (2.0%) zeros | Zeros |
| Alert not present in this dataset | customer_happiness has 256 (4.6%) zeros | Zeros |
Reproduction
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Analysis started | 2024-08-30 11:02:25.159103 | 2024-08-30 11:02:28.310265 |
| Analysis finished | 2024-08-30 11:02:28.305992 | 2024-08-30 11:02:31.372532 |
| Duration | 3.15 seconds | 3.06 seconds |
| Software version | ydata-profiling vv4.9.0 | ydata-profiling vv4.9.0 |
| Download configuration | config.json | config.json |
total_day_minutes
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 5580 | 17 |
| Distinct (%) | 99.2% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 902.91437 | 16.8032 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 2200.3418 | 19 |
| Zeros | 46 | 46 |
| Zeros (%) | 0.8% | 0.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 290.97433 | 14 |
| Q1 | 654.03262 | 16 |
| median | 902.8503 | 17 |
| Q3 | 1140.9511 | 18 |
| 95-th percentile | 1514.7825 | 19 |
| Maximum | 2200.3418 | 19 |
| Range | 2200.3418 | 19 |
| Interquartile range (IQR) | 486.9185 | 2 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 363.52691 | 2.0554693 |
| Coefficient of variation (CV) | 0.40261505 | 0.12232607 |
| Kurtosis | -0.12025409 | 35.77271 |
| Mean | 902.91437 | 16.8032 |
| Median Absolute Deviation (MAD) | 244.46856 | 1 |
| Skewness | 0.045672363 | -4.9693356 |
| Sum | 5078893.3 | 94518 |
| Variance | 132151.81 | 4.2249542 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 46 | 0.8% |
| 395.3765748 | 1 | < 0.1% |
| 1009.842717 | 1 | < 0.1% |
| 1113.102191 | 1 | < 0.1% |
| 1306.705756 | 1 | < 0.1% |
| 823.0121292 | 1 | < 0.1% |
| 1130.40277 | 1 | < 0.1% |
| 527.3889125 | 1 | < 0.1% |
| 721.4302925 | 1 | < 0.1% |
| 1210.862443 | 1 | < 0.1% |
| Other values (5570) | 5570 |
| Value | Count | Frequency (%) |
| 17 | 1919 | |
| 18 | 1784 | |
| 16 | 952 | |
| 15 | 333 | 5.9% |
| 19 | 316 | 5.6% |
| 14 | 138 | 2.5% |
| 13 | 64 | 1.1% |
| 0 | 46 | 0.8% |
| 12 | 42 | 0.7% |
| 11 | 11 | 0.2% |
| Other values (7) | 20 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 5.661380733 | 1 | < 0.1% |
| 8.374701903 | 1 | < 0.1% |
| 8.976510403 | 1 | < 0.1% |
| 10.15815743 | 1 | < 0.1% |
| 16.42871301 | 1 | < 0.1% |
| 17.09916813 | 1 | < 0.1% |
| 20.94959089 | 1 | < 0.1% |
| 27.28350923 | 1 | < 0.1% |
| 27.38991879 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 3 | 0.1% |
| 8 | 3 | 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 8 | 0.1% |
| 11 | 11 | 0.2% |
| 12 | 42 |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 3 | 0.1% |
| 8 | 3 | 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 8 | 0.1% |
| 11 | 11 | 0.2% |
| 12 | 42 |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 5.661380733 | 1 | < 0.1% |
| 8.374701903 | 1 | < 0.1% |
| 8.976510403 | 1 | < 0.1% |
| 10.15815743 | 1 | < 0.1% |
| 16.42871301 | 1 | < 0.1% |
| 17.09916813 | 1 | < 0.1% |
| 20.94959089 | 1 | < 0.1% |
| 27.28350923 | 1 | < 0.1% |
| 27.38991879 | 1 | < 0.1% |
n_sms
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 794 | 40 |
| Distinct (%) | 14.1% | 0.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 307.78684 | 18.542578 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1070 | 39 |
| Zeros | 401 | 405 |
| Zeros (%) | 7.1% | 7.2% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 160 | 8 |
| median | 299 | 18 |
| Q3 | 441 | 29 |
| 95-th percentile | 643.8 | 37 |
| Maximum | 1070 | 39 |
| Range | 1070 | 39 |
| Interquartile range (IQR) | 281 | 21 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 195.31006 | 12.011923 |
| Coefficient of variation (CV) | 0.63456274 | 0.64780219 |
| Kurtosis | -0.32444139 | -1.2331986 |
| Mean | 307.78684 | 18.542578 |
| Median Absolute Deviation (MAD) | 141 | 10 |
| Skewness | 0.35506806 | 0.030904075 |
| Sum | 1731301 | 104302 |
| Variance | 38146.021 | 144.28628 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 401 | 7.1% |
| 280 | 19 | 0.3% |
| 244 | 18 | 0.3% |
| 308 | 18 | 0.3% |
| 228 | 18 | 0.3% |
| 393 | 17 | 0.3% |
| 186 | 17 | 0.3% |
| 229 | 17 | 0.3% |
| 348 | 17 | 0.3% |
| 287 | 16 | 0.3% |
| Other values (784) | 5067 |
| Value | Count | Frequency (%) |
| 0 | 405 | 7.2% |
| 31 | 142 | 2.5% |
| 2 | 141 | 2.5% |
| 12 | 140 | 2.5% |
| 8 | 140 | 2.5% |
| 27 | 140 | 2.5% |
| 23 | 139 | 2.5% |
| 6 | 138 | 2.5% |
| 4 | 137 | 2.4% |
| 25 | 137 | 2.4% |
| Other values (30) | 3966 |
| Value | Count | Frequency (%) |
| 0 | 401 | |
| 1 | 4 | 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 4 | 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 5 | 0.1% |
| 6 | 3 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | 0.1% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 405 | |
| 1 | 132 | 2.3% |
| 2 | 141 | 2.5% |
| 3 | 128 | 2.3% |
| 4 | 137 | 2.4% |
| 5 | 129 | 2.3% |
| 6 | 138 | 2.5% |
| 7 | 132 | 2.3% |
| 8 | 140 | 2.5% |
| 9 | 134 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 405 | |
| 1 | 132 | 2.3% |
| 2 | 141 | 2.5% |
| 3 | 128 | 2.3% |
| 4 | 137 | 2.4% |
| 5 | 129 | 2.3% |
| 6 | 138 | 2.5% |
| 7 | 132 | 2.3% |
| 8 | 140 | 2.5% |
| 9 | 134 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 401 | |
| 1 | 4 | 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 4 | 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 5 | 0.1% |
| 6 | 3 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | 0.1% |
| 9 | 6 | 0.1% |
total_eve_minutes
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 5610 | 44 |
| Distinct (%) | 99.7% | 0.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 598.22443 | 21.499733 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 1386.6256 | 43 |
| Zeros | 16 | 128 |
| Zeros (%) | 0.3% | 2.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 257.14127 | 2 |
| Q1 | 459.76318 | 10 |
| median | 597.42028 | 21 |
| Q3 | 737.14507 | 32 |
| 95-th percentile | 942.88189 | 41 |
| Maximum | 1386.6256 | 43 |
| Range | 1386.6256 | 43 |
| Interquartile range (IQR) | 277.38189 | 22 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 209.09661 | 12.701521 |
| Coefficient of variation (CV) | 0.3495287 | 0.59077575 |
| Kurtosis | -0.0052023789 | -1.2013463 |
| Mean | 598.22443 | 21.499733 |
| Median Absolute Deviation (MAD) | 138.53229 | 11 |
| Skewness | 0.039459689 | 3.1464422 × 10-5 |
| Sum | 3365012.4 | 120936 |
| Variance | 43721.392 | 161.32864 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 16 | 0.3% |
| 607.6416757 | 1 | < 0.1% |
| 253.2963518 | 1 | < 0.1% |
| 776.9752521 | 1 | < 0.1% |
| 634.9812473 | 1 | < 0.1% |
| 375.8829097 | 1 | < 0.1% |
| 778.7847026 | 1 | < 0.1% |
| 599.6714593 | 1 | < 0.1% |
| 450.9510696 | 1 | < 0.1% |
| 447.4386158 | 1 | < 0.1% |
| Other values (5600) | 5600 |
| Value | Count | Frequency (%) |
| 21 | 128 | 2.3% |
| 25 | 128 | 2.3% |
| 39 | 128 | 2.3% |
| 23 | 128 | 2.3% |
| 1 | 128 | 2.3% |
| 4 | 128 | 2.3% |
| 26 | 128 | 2.3% |
| 41 | 128 | 2.3% |
| 2 | 128 | 2.3% |
| 42 | 128 | 2.3% |
| Other values (34) | 4345 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 0.1377191373 | 1 | < 0.1% |
| 9.504674031 | 1 | < 0.1% |
| 12.81616532 | 1 | < 0.1% |
| 15.71273512 | 1 | < 0.1% |
| 17.53084078 | 1 | < 0.1% |
| 21.28808554 | 1 | < 0.1% |
| 26.29539222 | 1 | < 0.1% |
| 30.54955884 | 1 | < 0.1% |
| 41.18032332 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 128 | |
| 1 | 128 | |
| 2 | 128 | |
| 3 | 128 | |
| 4 | 128 | |
| 5 | 127 | |
| 6 | 128 | |
| 7 | 128 | |
| 8 | 128 | |
| 9 | 128 |
| Value | Count | Frequency (%) |
| 0 | 128 | |
| 1 | 128 | |
| 2 | 128 | |
| 3 | 128 | |
| 4 | 128 | |
| 5 | 127 | |
| 6 | 128 | |
| 7 | 128 | |
| 8 | 128 | |
| 9 | 128 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 0.1377191373 | 1 | < 0.1% |
| 9.504674031 | 1 | < 0.1% |
| 12.81616532 | 1 | < 0.1% |
| 15.71273512 | 1 | < 0.1% |
| 17.53084078 | 1 | < 0.1% |
| 21.28808554 | 1 | < 0.1% |
| 26.29539222 | 1 | < 0.1% |
| 30.54955884 | 1 | < 0.1% |
| 41.18032332 | 1 | < 0.1% |
total_eve_calls
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 315 | 50 |
| Distinct (%) | 5.6% | 0.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 149.56462 | 24.370844 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 386 | 49 |
| Zeros | 36 | 114 |
| Zeros (%) | 0.6% | 2.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 51 | 2 |
| Q1 | 110 | 12 |
| median | 150 | 24 |
| Q3 | 190 | 37 |
| 95-th percentile | 245 | 47 |
| Maximum | 386 | 49 |
| Range | 386 | 49 |
| Interquartile range (IQR) | 80 | 25 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 58.966371 | 14.430885 |
| Coefficient of variation (CV) | 0.39425346 | 0.59213724 |
| Kurtosis | -0.064082145 | -1.1987536 |
| Mean | 149.56462 | 24.370844 |
| Median Absolute Deviation (MAD) | 40 | 13 |
| Skewness | 0.04549722 | 0.0080429717 |
| Sum | 841301 | 137086 |
| Variance | 3477.0329 | 208.25043 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126 | 48 | 0.9% |
| 165 | 46 | 0.8% |
| 167 | 46 | 0.8% |
| 190 | 45 | 0.8% |
| 177 | 44 | 0.8% |
| 144 | 44 | 0.8% |
| 158 | 43 | 0.8% |
| 157 | 43 | 0.8% |
| 174 | 43 | 0.8% |
| 140 | 42 | 0.7% |
| Other values (305) | 5181 |
| Value | Count | Frequency (%) |
| 16 | 145 | 2.6% |
| 23 | 138 | 2.5% |
| 12 | 135 | 2.4% |
| 18 | 131 | 2.3% |
| 39 | 131 | 2.3% |
| 9 | 128 | 2.3% |
| 5 | 128 | 2.3% |
| 27 | 127 | 2.3% |
| 37 | 126 | 2.2% |
| 8 | 123 | 2.2% |
| Other values (40) | 4313 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 4 | 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| 11 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 114 | |
| 1 | 119 | |
| 2 | 113 | |
| 3 | 116 | |
| 4 | 110 | |
| 5 | 128 | |
| 6 | 90 | |
| 7 | 110 | |
| 8 | 123 | |
| 9 | 128 |
| Value | Count | Frequency (%) |
| 0 | 114 | |
| 1 | 119 | |
| 2 | 113 | |
| 3 | 116 | |
| 4 | 110 | |
| 5 | 128 | |
| 6 | 90 | |
| 7 | 110 | |
| 8 | 123 | |
| 9 | 128 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 4 | 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| 11 | 5 | 0.1% |
customer_service_rating
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 11 | 4 |
| Distinct (%) | 0.2% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7.4186667 | 2.3457778 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 10 | 3 |
| Zeros | 3 | 38 |
| Zeros (%) | 0.1% | 0.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 4 | 1 |
| Q1 | 6 | 2 |
| median | 8 | 3 |
| Q3 | 9 | 3 |
| 95-th percentile | 10 | 3 |
| Maximum | 10 | 3 |
| Range | 10 | 3 |
| Interquartile range (IQR) | 3 | 1 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 1.8742965 | 0.75648714 |
| Coefficient of variation (CV) | 0.252646 | 0.32248884 |
| Kurtosis | -0.26665721 | -0.54367858 |
| Mean | 7.4186667 | 2.3457778 |
| Median Absolute Deviation (MAD) | 1 | 0 |
| Skewness | -0.47541531 | -0.76182157 |
| Sum | 41730 | 13195 |
| Variance | 3.5129872 | 0.5722728 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 8 | 1084 | |
| 7 | 1026 | |
| 10 | 900 | |
| 9 | 896 | |
| 6 | 822 | |
| 5 | 489 | |
| 4 | 265 | 4.7% |
| 3 | 105 | 1.9% |
| 2 | 25 | 0.4% |
| 1 | 10 | 0.2% |
| Value | Count | Frequency (%) |
| 3 | 2880 | |
| 2 | 1848 | |
| 1 | 859 | 15.3% |
| 0 | 38 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.1% |
| 1 | 10 | 0.2% |
| 2 | 25 | 0.4% |
| 3 | 105 | 1.9% |
| 4 | 265 | 4.7% |
| 5 | 489 | |
| 6 | 822 | |
| 7 | 1026 | |
| 8 | 1084 | |
| 9 | 896 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 859 | 15.3% |
| 2 | 1848 | |
| 3 | 2880 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 859 | 15.3% |
| 2 | 1848 | |
| 3 | 2880 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.1% |
| 1 | 10 | 0.2% |
| 2 | 25 | 0.4% |
| 3 | 105 | 1.9% |
| 4 | 265 | 4.7% |
| 5 | 489 | |
| 6 | 822 | |
| 7 | 1026 | |
| 8 | 1084 | |
| 9 | 896 |
customer_happiness
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 5625 | 20 |
| Distinct (%) | 100.0% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.50466052 | 9.5928889 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0.00017939101 | 0 |
| Maximum | 0.99986871 | 19 |
| Zeros | 0 | 256 |
| Zeros (%) | 0.0% | 4.6% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0.00017939101 | 0 |
| 5-th percentile | 0.053614748 | 1 |
| Q1 | 0.25309437 | 5 |
| median | 0.51056577 | 10 |
| Q3 | 0.75766995 | 15 |
| 95-th percentile | 0.95141039 | 19 |
| Maximum | 0.99986871 | 19 |
| Range | 0.99968932 | 19 |
| Interquartile range (IQR) | 0.50457558 | 10 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 0.29066198 | 5.8031929 |
| Coefficient of variation (CV) | 0.57595545 | 0.60494737 |
| Kurtosis | -1.2269888 | -1.2325196 |
| Mean | 0.50466052 | 9.5928889 |
| Median Absolute Deviation (MAD) | 0.25278963 | 5 |
| Skewness | -0.0096845972 | -0.011489851 |
| Sum | 2838.7154 | 53960 |
| Variance | 0.084484386 | 33.677048 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.183440548 | 1 | < 0.1% |
| 0.1182925103 | 1 | < 0.1% |
| 0.5159505222 | 1 | < 0.1% |
| 0.6489132417 | 1 | < 0.1% |
| 0.5419121075 | 1 | < 0.1% |
| 0.6339349819 | 1 | < 0.1% |
| 0.582825159 | 1 | < 0.1% |
| 0.9452413572 | 1 | < 0.1% |
| 0.8098898999 | 1 | < 0.1% |
| 0.6851322974 | 1 | < 0.1% |
| Other values (5615) | 5615 |
| Value | Count | Frequency (%) |
| 5 | 339 | 6.0% |
| 18 | 312 | 5.5% |
| 16 | 305 | 5.4% |
| 1 | 298 | 5.3% |
| 19 | 291 | 5.2% |
| 14 | 287 | 5.1% |
| 13 | 286 | 5.1% |
| 11 | 286 | 5.1% |
| 3 | 282 | 5.0% |
| 10 | 279 | 5.0% |
| Other values (10) | 2660 |
| Value | Count | Frequency (%) |
| 0.0001793910098 | 1 | |
| 0.0002135787151 | 1 | |
| 0.0004282800256 | 1 | |
| 0.0007159080322 | 1 | |
| 0.001564124626 | 1 | |
| 0.001667041497 | 1 | |
| 0.001753145611 | 1 | |
| 0.002242134096 | 1 | |
| 0.002280608135 | 1 | |
| 0.002336968566 | 1 |
| Value | Count | Frequency (%) |
| 0 | 256 | |
| 1 | 298 | |
| 2 | 276 | |
| 3 | 282 | |
| 4 | 270 | |
| 5 | 339 | |
| 6 | 252 | |
| 7 | 269 | |
| 8 | 263 | |
| 9 | 255 |
| Value | Count | Frequency (%) |
| 0 | 256 | |
| 1 | 298 | |
| 2 | 276 | |
| 3 | 282 | |
| 4 | 270 | |
| 5 | 339 | |
| 6 | 252 | |
| 7 | 269 | |
| 8 | 263 | |
| 9 | 255 |
| Value | Count | Frequency (%) |
| 0.0001793910098 | 1 | |
| 0.0002135787151 | 1 | |
| 0.0004282800256 | 1 | |
| 0.0007159080322 | 1 | |
| 0.001564124626 | 1 | |
| 0.001667041497 | 1 | |
| 0.001753145611 | 1 | |
| 0.002242134096 | 1 | |
| 0.002280608135 | 1 | |
| 0.002336968566 | 1 |
customer_service_calls
Real number (ℝ)
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 94 | 6 |
| Distinct (%) | 1.7% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 11.996978 | 1.5424 |
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 111 | 5 |
| Zeros | 2813 | 2985 |
| Zeros (%) | 50.0% | 53.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 87.9 KiB | 216.9 KiB |
Quantile statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 20 | 3 |
| 95-th percentile | 50 | 4 |
| Maximum | 111 | 5 |
| Range | 111 | 5 |
| Interquartile range (IQR) | 20 | 3 |
Descriptive statistics
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Standard deviation | 17.533087 | 1.7869319 |
| Coefficient of variation (CV) | 1.4614586 | 1.1585398 |
| Kurtosis | 2.5048174 | -1.3635539 |
| Mean | 11.996978 | 1.5424 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.6574438 | 0.52589399 |
| Sum | 67483 | 8676 |
| Variance | 307.40913 | 3.1931255 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2813 | |
| 1 | 100 | 1.8% |
| 3 | 89 | 1.6% |
| 6 | 88 | 1.6% |
| 15 | 80 | 1.4% |
| 5 | 80 | 1.4% |
| 7 | 72 | 1.3% |
| 2 | 72 | 1.3% |
| 12 | 71 | 1.3% |
| 10 | 71 | 1.3% |
| Other values (84) | 2089 |
| Value | Count | Frequency (%) |
| 0 | 2985 | |
| 4 | 947 | 16.8% |
| 3 | 835 | 14.8% |
| 2 | 445 | 7.9% |
| 5 | 270 | 4.8% |
| 1 | 143 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 2813 | |
| 1 | 100 | 1.8% |
| 2 | 72 | 1.3% |
| 3 | 89 | 1.6% |
| 4 | 54 | 1.0% |
| 5 | 80 | 1.4% |
| 6 | 88 | 1.6% |
| 7 | 72 | 1.3% |
| 8 | 69 | 1.2% |
| 9 | 65 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 2985 | |
| 1 | 143 | 2.5% |
| 2 | 445 | 7.9% |
| 3 | 835 | 14.8% |
| 4 | 947 | 16.8% |
| 5 | 270 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 2985 | |
| 1 | 143 | 2.5% |
| 2 | 445 | 7.9% |
| 3 | 835 | 14.8% |
| 4 | 947 | 16.8% |
| 5 | 270 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 2813 | |
| 1 | 100 | 1.8% |
| 2 | 72 | 1.3% |
| 3 | 89 | 1.6% |
| 4 | 54 | 1.0% |
| 5 | 80 | 1.4% |
| 6 | 88 | 1.6% |
| 7 | 72 | 1.3% |
| 8 | 69 | 1.2% |
| 9 | 65 | 1.2% |
churn
Categorical
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 49.6 KiB | 178.6 KiB |
| 0 | |
|---|---|
| 1 | 490 |
| 0 | |
|---|---|
| 1 | 490 |
Length
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Total characters | 5625 | 5625 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Raw_Feat | Binned_Feat | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Raw_Feat | Binned_Feat | |
|---|---|---|
| 1st row | 0 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 0 | 0 |
| 4th row | 1 | 1 |
| 5th row | 0 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
Raw_Feat
Binned_Feat
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
| Value | Count | Frequency (%) |
| (unknown) | 5625 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 5135 | |
| 1 | 490 | 8.7% |
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
Binned_Feat
Raw_Feat
| churn | customer_happiness | customer_service_calls | customer_service_rating | n_sms | total_day_minutes | total_eve_calls | total_eve_minutes | |
|---|---|---|---|---|---|---|---|---|
| churn | 1.000 | 0.239 | 0.589 | 0.221 | 0.019 | 0.010 | 0.007 | 0.023 |
| customer_happiness | 0.239 | 1.000 | -0.005 | -0.025 | -0.011 | 0.024 | 0.014 | 0.002 |
| customer_service_calls | 0.589 | -0.005 | 1.000 | 0.027 | 0.004 | -0.004 | -0.001 | -0.004 |
| customer_service_rating | 0.221 | -0.025 | 0.027 | 1.000 | 0.011 | -0.007 | -0.002 | -0.033 |
| n_sms | 0.019 | -0.011 | 0.004 | 0.011 | 1.000 | 0.034 | -0.009 | 0.015 |
| total_day_minutes | 0.010 | 0.024 | -0.004 | -0.007 | 0.034 | 1.000 | -0.012 | 0.001 |
| total_eve_calls | 0.007 | 0.014 | -0.001 | -0.002 | -0.009 | -0.012 | 1.000 | -0.007 |
| total_eve_minutes | 0.023 | 0.002 | -0.004 | -0.033 | 0.015 | 0.001 | -0.007 | 1.000 |
Binned_Feat
| churn | customer_happiness | customer_service_calls | customer_service_rating | n_sms | total_day_minutes | total_eve_calls | total_eve_minutes | |
|---|---|---|---|---|---|---|---|---|
| churn | 1.000 | 0.239 | 0.611 | 0.221 | 0.018 | 0.008 | 0.017 | 0.020 |
| customer_happiness | 0.239 | 1.000 | -0.003 | -0.023 | -0.010 | 0.022 | 0.015 | 0.003 |
| customer_service_calls | 0.611 | -0.003 | 1.000 | 0.026 | 0.001 | -0.005 | 0.001 | -0.004 |
| customer_service_rating | 0.221 | -0.023 | 0.026 | 1.000 | 0.010 | -0.012 | 0.008 | -0.024 |
| n_sms | 0.018 | -0.010 | 0.001 | 0.010 | 1.000 | 0.031 | -0.009 | 0.015 |
| total_day_minutes | 0.008 | 0.022 | -0.005 | -0.012 | 0.031 | 1.000 | -0.011 | 0.000 |
| total_eve_calls | 0.017 | 0.015 | 0.001 | 0.008 | -0.009 | -0.011 | 1.000 | -0.008 |
| total_eve_minutes | 0.020 | 0.003 | -0.004 | -0.024 | 0.015 | 0.000 | -0.008 | 1.000 |
Raw_Feat
A simple visualization of nullity by column.
Binned_Feat
A simple visualization of nullity by column.
Raw_Feat
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Binned_Feat
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Raw_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|
| 497788 | 395.376575 | 221 | 607.641676 | 61 | 9 | 0.183441 | 0 | 0 |
| 69163 | 782.477667 | 179 | 609.519649 | 144 | 3 | 0.010195 | 0 | 0 |
| 346342 | 1144.482697 | 218 | 549.213721 | 183 | 8 | 0.710498 | 0 | 0 |
| 59207 | 1147.911848 | 502 | 559.978057 | 163 | 10 | 0.040356 | 51 | 1 |
| 682551 | 941.033109 | 229 | 438.069271 | 99 | 10 | 0.260329 | 19 | 0 |
| 537407 | 1123.369613 | 739 | 509.740561 | 243 | 8 | 0.550550 | 6 | 0 |
| 966010 | 1102.465550 | 152 | 525.621213 | 109 | 9 | 0.333661 | 0 | 0 |
| 344765 | 1276.746743 | 422 | 845.733383 | 117 | 6 | 0.012234 | 1 | 0 |
| 406546 | 1496.476813 | 416 | 417.096807 | 182 | 7 | 0.459110 | 39 | 0 |
| 797390 | 823.456997 | 356 | 764.593704 | 240 | 7 | 0.221134 | 9 | 0 |
Binned_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|
| 497788 | 15 | 12 | 22 | 3 | 3 | 3 | 0 | 0 |
| 69163 | 17 | 9 | 23 | 23 | 1 | 0 | 0 | 0 |
| 346342 | 18 | 12 | 18 | 35 | 3 | 14 | 0 | 0 |
| 59207 | 18 | 32 | 19 | 29 | 3 | 0 | 5 | 1 |
| 682551 | 17 | 13 | 9 | 9 | 3 | 5 | 3 | 0 |
| 537407 | 18 | 39 | 14 | 47 | 3 | 11 | 2 | 0 |
| 966010 | 18 | 7 | 16 | 12 | 3 | 6 | 0 | 0 |
| 344765 | 18 | 28 | 38 | 14 | 2 | 0 | 0 | 0 |
| 406546 | 18 | 27 | 8 | 35 | 2 | 9 | 4 | 0 |
| 797390 | 17 | 23 | 34 | 46 | 2 | 4 | 2 | 0 |
Raw_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|
| 472777 | 1072.537609 | 488 | 801.845927 | 258 | 10 | 0.895480 | 0 | 0 |
| 440487 | 937.321972 | 189 | 488.828492 | 162 | 9 | 0.672675 | 37 | 0 |
| 243139 | 583.188726 | 258 | 452.230233 | 153 | 10 | 0.543898 | 0 | 0 |
| 557988 | 485.329705 | 359 | 637.389591 | 186 | 7 | 0.440868 | 0 | 0 |
| 857974 | 945.494032 | 546 | 513.974808 | 154 | 10 | 0.407123 | 0 | 0 |
| 914712 | 908.619791 | 86 | 405.317310 | 93 | 9 | 0.250214 | 0 | 0 |
| 559243 | 606.170931 | 194 | 987.233251 | 171 | 5 | 0.949713 | 0 | 0 |
| 77144 | 583.781503 | 332 | 640.828375 | 84 | 8 | 0.448140 | 13 | 0 |
| 191612 | 1336.114596 | 341 | 713.007138 | 217 | 9 | 0.003229 | 0 | 1 |
| 650330 | 345.080803 | 179 | 625.430434 | 253 | 6 | 0.697006 | 0 | 0 |
Binned_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|
| 472777 | 18 | 32 | 36 | 48 | 3 | 17 | 0 | 0 |
| 440487 | 17 | 10 | 13 | 28 | 3 | 13 | 4 | 0 |
| 243139 | 16 | 15 | 10 | 25 | 3 | 10 | 0 | 0 |
| 557988 | 16 | 23 | 25 | 36 | 2 | 8 | 0 | 0 |
| 857974 | 17 | 34 | 15 | 26 | 3 | 8 | 0 | 0 |
| 914712 | 17 | 4 | 7 | 8 | 3 | 5 | 0 | 0 |
| 559243 | 16 | 10 | 42 | 31 | 1 | 18 | 0 | 0 |
| 77144 | 16 | 21 | 25 | 6 | 3 | 8 | 3 | 0 |
| 191612 | 18 | 22 | 31 | 43 | 3 | 0 | 0 | 1 |
| 650330 | 15 | 9 | 24 | 48 | 2 | 13 | 0 | 0 |
Raw_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||
Binned_Feat
| total_day_minutes | n_sms | total_eve_minutes | total_eve_calls | customer_service_rating | customer_happiness | customer_service_calls | churn | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||